Dataset statistics
| Number of variables | 16 |
|---|---|
| Number of observations | 1209 |
| Missing cells | 855 |
| Missing cells (%) | 4.4% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 151.2 KiB |
| Average record size in memory | 128.1 B |
Variable types
| DateTime | 1 |
|---|---|
| Numeric | 15 |
Consumption is highly correlated with Combined Cycle Generation and 2 other fields | High correlation |
Wind Generation is highly correlated with Combined Cycle Generation and 1 other fields | High correlation |
Combined Cycle Generation is highly correlated with Consumption and 3 other fields | High correlation |
Total emissions (tCO2eq) is highly correlated with Consumption and 3 other fields | High correlation |
tCO2/MWh is highly correlated with Wind Generation and 3 other fields | High correlation |
Electricity Price is highly correlated with Solar Generation and 5 other fields | High correlation |
Electricity Price 24h is highly correlated with Solar Generation and 5 other fields | High correlation |
Electricity Price 7d is highly correlated with Solar Generation and 5 other fields | High correlation |
Gas Price is highly correlated with Consumption and 8 other fields | High correlation |
Gas Price 24h is highly correlated with Solar Generation and 5 other fields | High correlation |
Gas Price 7d is highly correlated with Solar Generation and 5 other fields | High correlation |
Solar Generation is highly correlated with Electricity Price and 4 other fields | High correlation |
Hydropower Generation is highly correlated with Gas Price | High correlation |
Gas Price has 851 (70.4%) missing values | Missing |
datetime has unique values | Unique |
Consumption has unique values | Unique |
Wind Generation has unique values | Unique |
Hydropower Generation has unique values | Unique |
Combined Cycle Generation has unique values | Unique |
Total emissions (tCO2eq) has unique values | Unique |
Reproduction
| Analysis started | 2022-12-19 11:41:49.375553 |
|---|---|
| Analysis finished | 2022-12-19 11:42:04.604086 |
| Duration | 15.23 seconds |
| Software version | pandas-profiling v3.3.0 |
| Download configuration | config.json |
| Distinct | 1209 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 9.6 KiB |
| Minimum | 2019-01-08 00:00:00 |
|---|---|
| Maximum | 2022-04-30 00:00:00 |
Histogram with fixed size bins (bins=50)
| Distinct | 1209 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 666266.5045 |
| Minimum | 474176 |
|---|---|
| Maximum | 846631.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 9.6 KiB |
Quantile statistics
| Minimum | 474176 |
|---|---|
| 5-th percentile | 545202.48 |
| Q1 | 618178.6 |
| median | 673593 |
| Q3 | 713659.3 |
| 95-th percentile | 771092.9 |
| Maximum | 846631.4 |
| Range | 372455.4 |
| Interquartile range (IQR) | 95480.7 |
Descriptive statistics
| Standard deviation | 69030.9016 |
|---|---|
| Coefficient of variation (CV) | 0.1036085427 |
| Kurtosis | -0.2628945034 |
| Mean | 666266.5045 |
| Median Absolute Deviation (MAD) | 45223.3 |
| Skewness | -0.2474858152 |
| Sum | 805516203.9 |
| Variance | 4765265376 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 805391.7 | 1 | 0.1% |
| 664061.6 | 1 | 0.1% |
| 543850.3 | 1 | 0.1% |
| 618570.7 | 1 | 0.1% |
| 684346.6 | 1 | 0.1% |
| 690482.2 | 1 | 0.1% |
| 701831.1 | 1 | 0.1% |
| 708593.8 | 1 | 0.1% |
| 701923.4 | 1 | 0.1% |
| 600075.3 | 1 | 0.1% |
| Other values (1199) | 1199 |
| Value | Count | Frequency (%) |
| 474176 | 1 | |
| 482228.5 | 1 | |
| 482767.1 | 1 | |
| 486024.5 | 1 | |
| 487247.5 | 1 | |
| 489214 | 1 | |
| 489532 | 1 | |
| 491226.8 | 1 | |
| 493723.7 | 1 | |
| 493821.6 | 1 |
| Value | Count | Frequency (%) |
| 846631.4 | 1 | |
| 845359.5 | 1 | |
| 837014.4 | 1 | |
| 835205.7 | 1 | |
| 828296.8 | 1 | |
| 826671 | 1 | |
| 826580.2 | 1 | |
| 824726.7 | 1 | |
| 821234.9 | 1 | |
| 817856.6 | 1 |
| Distinct | 1204 |
|---|---|
| Distinct (%) | 99.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 42491.70033 |
| Minimum | 5663.4 |
|---|---|
| Maximum | 108105.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 9.6 KiB |
Quantile statistics
| Minimum | 5663.4 |
|---|---|
| 5-th percentile | 14431.48 |
| Q1 | 26827.8 |
| median | 36803.2 |
| Q3 | 57777.3 |
| 95-th percentile | 82366.32 |
| Maximum | 108105.9 |
| Range | 102442.5 |
| Interquartile range (IQR) | 30949.5 |
Descriptive statistics
| Standard deviation | 20727.13702 |
|---|---|
| Coefficient of variation (CV) | 0.4877926009 |
| Kurtosis | -0.4538602291 |
| Mean | 42491.70033 |
| Median Absolute Deviation (MAD) | 14726 |
| Skewness | 0.5872737718 |
| Sum | 51372465.7 |
| Variance | 429614209.1 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 50507.6 | 2 | 0.2% |
| 21719.8 | 2 | 0.2% |
| 53160.2 | 2 | 0.2% |
| 32382.2 | 2 | 0.2% |
| 49986.9 | 2 | 0.2% |
| 16757.9 | 1 | 0.1% |
| 61849.7 | 1 | 0.1% |
| 61986 | 1 | 0.1% |
| 58769.9 | 1 | 0.1% |
| 68722.3 | 1 | 0.1% |
| Other values (1194) | 1194 |
| Value | Count | Frequency (%) |
| 5663.4 | 1 | |
| 5998.6 | 1 | |
| 7959.7 | 1 | |
| 8105 | 1 | |
| 8151.6 | 1 | |
| 8155.1 | 1 | |
| 8691.3 | 1 | |
| 8824.1 | 1 | |
| 9267.4 | 1 | |
| 9787.5 | 1 |
| Value | Count | Frequency (%) |
| 108105.9 | 1 | |
| 106380.2 | 1 | |
| 105498 | 1 | |
| 100920.4 | 1 | |
| 100820.6 | 1 | |
| 100676 | 1 | |
| 100440.9 | 1 | |
| 99727.5 | 1 | |
| 99725.9 | 1 | |
| 97668.4 | 1 |
| Distinct | 1209 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 155669.7677 |
| Minimum | 25824.1 |
|---|---|
| Maximum | 430110.2 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 9.6 KiB |
Quantile statistics
| Minimum | 25824.1 |
|---|---|
| 5-th percentile | 53438.32 |
| Q1 | 91220.5 |
| median | 136342 |
| Q3 | 206236.6 |
| 95-th percentile | 320658.26 |
| Maximum | 430110.2 |
| Range | 404286.1 |
| Interquartile range (IQR) | 115016.1 |
Descriptive statistics
| Standard deviation | 83004.27133 |
|---|---|
| Coefficient of variation (CV) | 0.5332073949 |
| Kurtosis | 0.1601816149 |
| Mean | 155669.7677 |
| Median Absolute Deviation (MAD) | 52201.7 |
| Skewness | 0.8612450084 |
| Sum | 188204749.2 |
| Variance | 6889709059 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 171527.7 | 1 | 0.1% |
| 205068.6 | 1 | 0.1% |
| 125528.4 | 1 | 0.1% |
| 148460 | 1 | 0.1% |
| 104912.9 | 1 | 0.1% |
| 50030.9 | 1 | 0.1% |
| 32119.7 | 1 | 0.1% |
| 65947.5 | 1 | 0.1% |
| 229113.5 | 1 | 0.1% |
| 289298.6 | 1 | 0.1% |
| Other values (1199) | 1199 |
| Value | Count | Frequency (%) |
| 25824.1 | 1 | |
| 26449.7 | 1 | |
| 27417 | 1 | |
| 29366.4 | 1 | |
| 29444.3 | 1 | |
| 32000.7 | 1 | |
| 32119.7 | 1 | |
| 34288 | 1 | |
| 35702.7 | 1 | |
| 36331.3 | 1 |
| Value | Count | Frequency (%) |
| 430110.2 | 1 | |
| 417646.9 | 1 | |
| 409576.3 | 1 | |
| 408183 | 1 | |
| 406145.4 | 1 | |
| 405210.9 | 1 | |
| 403822 | 1 | |
| 398397.8 | 1 | |
| 392107.4 | 1 | |
| 388627.2 | 1 |
| Distinct | 1209 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 60316.2225 |
| Minimum | 12400.8 |
|---|---|
| Maximum | 163246.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 9.6 KiB |
Quantile statistics
| Minimum | 12400.8 |
|---|---|
| 5-th percentile | 24930.14 |
| Q1 | 38598.6 |
| median | 52868.7 |
| Q3 | 75587.7 |
| 95-th percentile | 127081.06 |
| Maximum | 163246.4 |
| Range | 150845.6 |
| Interquartile range (IQR) | 36989.1 |
Descriptive statistics
| Standard deviation | 30121.95488 |
|---|---|
| Coefficient of variation (CV) | 0.4994005531 |
| Kurtosis | 0.8917708587 |
| Mean | 60316.2225 |
| Median Absolute Deviation (MAD) | 16782.4 |
| Skewness | 1.13751033 |
| Sum | 72922313 |
| Variance | 907332165.6 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 55914.4 | 1 | 0.1% |
| 86840.7 | 1 | 0.1% |
| 55104.7 | 1 | 0.1% |
| 74043.3 | 1 | 0.1% |
| 111919 | 1 | 0.1% |
| 126308.2 | 1 | 0.1% |
| 127711.8 | 1 | 0.1% |
| 113349 | 1 | 0.1% |
| 93343.4 | 1 | 0.1% |
| 43370.5 | 1 | 0.1% |
| Other values (1199) | 1199 |
| Value | Count | Frequency (%) |
| 12400.8 | 1 | |
| 13277.8 | 1 | |
| 14106.7 | 1 | |
| 15333.9 | 1 | |
| 16484.2 | 1 | |
| 16643.2 | 1 | |
| 16648.6 | 1 | |
| 16756.7 | 1 | |
| 16907.2 | 1 | |
| 17129.3 | 1 |
| Value | Count | Frequency (%) |
| 163246.4 | 1 | |
| 159710.5 | 1 | |
| 159612.1 | 1 | |
| 154032.1 | 1 | |
| 153396.1 | 1 | |
| 152827 | 1 | |
| 152813.5 | 1 | |
| 152228.4 | 1 | |
| 151723.2 | 1 | |
| 151723.1 | 1 |
Pump Hydro Generation
Real number (ℝ≥0)
| Distinct | 1194 |
|---|---|
| Distinct (%) | 99.1% |
| Missing | 4 |
| Missing (%) | 0.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6152.003402 |
| Minimum | 9.7 |
|---|---|
| Maximum | 28965.2 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 9.6 KiB |
Quantile statistics
| Minimum | 9.7 |
|---|---|
| 5-th percentile | 601.24 |
| Q1 | 2294.7 |
| median | 4940.2 |
| Q3 | 8848.1 |
| 95-th percentile | 15890.52 |
| Maximum | 28965.2 |
| Range | 28955.5 |
| Interquartile range (IQR) | 6553.4 |
Descriptive statistics
| Standard deviation | 4920.980421 |
|---|---|
| Coefficient of variation (CV) | 0.7998988458 |
| Kurtosis | 1.494432405 |
| Mean | 6152.003402 |
| Median Absolute Deviation (MAD) | 3075.8 |
| Skewness | 1.200912232 |
| Sum | 7413164.1 |
| Variance | 24216048.3 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2772.2 | 2 | 0.2% |
| 2522.5 | 2 | 0.2% |
| 5373.2 | 2 | 0.2% |
| 7542.4 | 2 | 0.2% |
| 2109.1 | 2 | 0.2% |
| 7318.3 | 2 | 0.2% |
| 881.8 | 2 | 0.2% |
| 11569.1 | 2 | 0.2% |
| 22231 | 2 | 0.2% |
| 24957.6 | 2 | 0.2% |
| Other values (1184) | 1185 | |
| (Missing) | 4 | 0.3% |
| Value | Count | Frequency (%) |
| 9.7 | 1 | |
| 35.2 | 1 | |
| 41 | 1 | |
| 70.9 | 1 | |
| 72.6 | 1 | |
| 73 | 1 | |
| 80.1 | 1 | |
| 88 | 1 | |
| 89 | 1 | |
| 96.7 | 1 |
| Value | Count | Frequency (%) |
| 28965.2 | 1 | |
| 26297.1 | 1 | |
| 25624.4 | 1 | |
| 24957.6 | 2 | |
| 23961.6 | 1 | |
| 23954.4 | 1 | |
| 22948.7 | 1 | |
| 22479.4 | 1 | |
| 22469.6 | 1 | |
| 22274.8 | 1 |
| Distinct | 1209 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 118163.0775 |
| Minimum | 16887.7 |
|---|---|
| Maximum | 370914.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 9.6 KiB |
Quantile statistics
| Minimum | 16887.7 |
|---|---|
| 5-th percentile | 32118.68 |
| Q1 | 64153.8 |
| median | 105450.6 |
| Q3 | 162177.8 |
| 95-th percentile | 243796.16 |
| Maximum | 370914.9 |
| Range | 354027.2 |
| Interquartile range (IQR) | 98024 |
Descriptive statistics
| Standard deviation | 67244.51604 |
|---|---|
| Coefficient of variation (CV) | 0.569082301 |
| Kurtosis | -0.1457917245 |
| Mean | 118163.0775 |
| Median Absolute Deviation (MAD) | 47942.4 |
| Skewness | 0.7004438164 |
| Sum | 142859160.7 |
| Variance | 4521824937 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 120908.1 | 1 | 0.1% |
| 46997.3 | 1 | 0.1% |
| 41717.1 | 1 | 0.1% |
| 45682.5 | 1 | 0.1% |
| 74449.5 | 1 | 0.1% |
| 90970.2 | 1 | 0.1% |
| 92751.2 | 1 | 0.1% |
| 99634.7 | 1 | 0.1% |
| 53433.5 | 1 | 0.1% |
| 27016.1 | 1 | 0.1% |
| Other values (1199) | 1199 |
| Value | Count | Frequency (%) |
| 16887.7 | 1 | |
| 17502.3 | 1 | |
| 17578.8 | 1 | |
| 17620.5 | 1 | |
| 18928.8 | 1 | |
| 19164.1 | 1 | |
| 19457.4 | 1 | |
| 19699.8 | 1 | |
| 20032.3 | 1 | |
| 20336.6 | 1 |
| Value | Count | Frequency (%) |
| 370914.9 | 1 | |
| 327746.7 | 1 | |
| 320531.8 | 1 | |
| 315803.7 | 1 | |
| 315329.8 | 1 | |
| 314177.3 | 1 | |
| 311919.5 | 1 | |
| 311091.5 | 1 | |
| 300785.6 | 1 | |
| 299673 | 1 |
Nuclear Generation
Real number (ℝ≥0)
| Distinct | 1201 |
|---|---|
| Distinct (%) | 99.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 152036.1632 |
| Minimum | 90283.3 |
|---|---|
| Maximum | 170911.7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 9.6 KiB |
Quantile statistics
| Minimum | 90283.3 |
|---|---|
| 5-th percentile | 105512.96 |
| Q1 | 142710 |
| median | 165590.4 |
| Q3 | 169476.8 |
| 95-th percentile | 170591.34 |
| Maximum | 170911.7 |
| Range | 80628.4 |
| Interquartile range (IQR) | 26766.8 |
Descriptive statistics
| Standard deviation | 21372.69546 |
|---|---|
| Coefficient of variation (CV) | 0.1405763932 |
| Kurtosis | 0.1964844081 |
| Mean | 152036.1632 |
| Median Absolute Deviation (MAD) | 5020.9 |
| Skewness | -1.09948153 |
| Sum | 183811721.3 |
| Variance | 456792111.3 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 166621.8 | 3 | 0.2% |
| 170453.2 | 2 | 0.2% |
| 170754.2 | 2 | 0.2% |
| 166366.8 | 2 | 0.2% |
| 119748 | 2 | 0.2% |
| 166607.6 | 2 | 0.2% |
| 170360.4 | 2 | 0.2% |
| 146416.4 | 1 | 0.1% |
| 146425.2 | 1 | 0.1% |
| 146449.2 | 1 | 0.1% |
| Other values (1191) | 1191 |
| Value | Count | Frequency (%) |
| 90283.3 | 1 | |
| 90347.3 | 1 | |
| 90362.4 | 1 | |
| 90539.7 | 1 | |
| 91573.1 | 1 | |
| 91663.2 | 1 | |
| 91863.6 | 1 | |
| 92010.3 | 1 | |
| 92031 | 1 | |
| 92277.6 | 1 |
| Value | Count | Frequency (%) |
| 170911.7 | 1 | |
| 170882.9 | 1 | |
| 170859.1 | 1 | |
| 170854.1 | 1 | |
| 170843.4 | 1 | |
| 170841.7 | 1 | |
| 170840.2 | 1 | |
| 170835.2 | 1 | |
| 170834.2 | 1 | |
| 170815.8 | 1 |
| Distinct | 1209 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 103360.9096 |
| Minimum | 42214.689 |
|---|---|
| Maximum | 269859.051 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 9.6 KiB |
Quantile statistics
| Minimum | 42214.689 |
|---|---|
| 5-th percentile | 55193.9962 |
| Q1 | 74132.571 |
| median | 96719.783 |
| Q3 | 124557.649 |
| 95-th percentile | 175192.739 |
| Maximum | 269859.051 |
| Range | 227644.362 |
| Interquartile range (IQR) | 50425.078 |
Descriptive statistics
| Standard deviation | 37866.22371 |
|---|---|
| Coefficient of variation (CV) | 0.3663495594 |
| Kurtosis | 1.054798152 |
| Mean | 103360.9096 |
| Median Absolute Deviation (MAD) | 24532.851 |
| Skewness | 0.9691845456 |
| Sum | 124963339.8 |
| Variance | 1433850898 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 221495.491 | 1 | 0.1% |
| 64932.318 | 1 | 0.1% |
| 55283.343 | 1 | 0.1% |
| 62236.112 | 1 | 0.1% |
| 76755.473 | 1 | 0.1% |
| 83707.012 | 1 | 0.1% |
| 83694.347 | 1 | 0.1% |
| 85357.85 | 1 | 0.1% |
| 67637.623 | 1 | 0.1% |
| 49585.722 | 1 | 0.1% |
| Other values (1199) | 1199 |
| Value | Count | Frequency (%) |
| 42214.689 | 1 | |
| 42995.124 | 1 | |
| 45334.368 | 1 | |
| 46521.637 | 1 | |
| 46674.957 | 1 | |
| 46998.608 | 1 | |
| 47427.666 | 1 | |
| 47739.26 | 1 | |
| 47975.859 | 1 | |
| 48156.065 | 1 |
| Value | Count | Frequency (%) |
| 269859.051 | 1 | |
| 268388.116 | 1 | |
| 265329.503 | 1 | |
| 258317.361 | 1 | |
| 242400.303 | 1 | |
| 237737.057 | 1 | |
| 229900.038 | 1 | |
| 229509.441 | 1 | |
| 226454.682 | 1 | |
| 226088.16 | 1 |
| Distinct | 208 |
|---|---|
| Distinct (%) | 17.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1583316791 |
| Minimum | 0.066 |
|---|---|
| Maximum | 0.332 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 9.6 KiB |
Quantile statistics
| Minimum | 0.066 |
|---|---|
| 5-th percentile | 0.088 |
| Q1 | 0.124 |
| median | 0.155 |
| Q3 | 0.188 |
| 95-th percentile | 0.237 |
| Maximum | 0.332 |
| Range | 0.266 |
| Interquartile range (IQR) | 0.064 |
Descriptive statistics
| Standard deviation | 0.04593039289 |
|---|---|
| Coefficient of variation (CV) | 0.2900897228 |
| Kurtosis | 0.06589147726 |
| Mean | 0.1583316791 |
| Median Absolute Deviation (MAD) | 0.032 |
| Skewness | 0.4332925895 |
| Sum | 191.423 |
| Variance | 0.002109600991 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.184 | 17 | 1.4% |
| 0.159 | 17 | 1.4% |
| 0.179 | 16 | 1.3% |
| 0.146 | 16 | 1.3% |
| 0.138 | 16 | 1.3% |
| 0.127 | 15 | 1.2% |
| 0.156 | 14 | 1.2% |
| 0.154 | 13 | 1.1% |
| 0.121 | 13 | 1.1% |
| 0.124 | 13 | 1.1% |
| Other values (198) | 1059 |
| Value | Count | Frequency (%) |
| 0.066 | 2 | |
| 0.067 | 1 | 0.1% |
| 0.069 | 4 | |
| 0.07 | 1 | 0.1% |
| 0.071 | 2 | |
| 0.072 | 1 | 0.1% |
| 0.073 | 3 | |
| 0.074 | 2 | |
| 0.075 | 1 | 0.1% |
| 0.076 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 0.332 | 1 | |
| 0.33 | 1 | |
| 0.329 | 1 | |
| 0.325 | 1 | |
| 0.308 | 1 | |
| 0.307 | 1 | |
| 0.294 | 1 | |
| 0.291 | 1 | |
| 0.289 | 1 | |
| 0.281 | 1 |
| Distinct | 1065 |
|---|---|
| Distinct (%) | 88.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 80.59485525 |
| Minimum | 0.51 |
|---|---|
| Maximum | 510.26 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 9.6 KiB |
Quantile statistics
| Minimum | 0.51 |
|---|---|
| 5-th percentile | 20.7 |
| Q1 | 36.82 |
| median | 49.76 |
| Q3 | 90.24 |
| 95-th percentile | 240.232 |
| Maximum | 510.26 |
| Range | 509.75 |
| Interquartile range (IQR) | 53.42 |
Descriptive statistics
| Standard deviation | 74.28813572 |
|---|---|
| Coefficient of variation (CV) | 0.9217478645 |
| Kurtosis | 3.354340898 |
| Mean | 80.59485525 |
| Median Absolute Deviation (MAD) | 16.66 |
| Skewness | 1.867278574 |
| Sum | 97439.18 |
| Variance | 5518.727108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.95 | 6 | 0.5% |
| 40 | 6 | 0.5% |
| 37 | 5 | 0.4% |
| 45 | 4 | 0.3% |
| 30 | 4 | 0.3% |
| 39.07 | 4 | 0.3% |
| 51 | 4 | 0.3% |
| 60 | 3 | 0.2% |
| 42.07 | 3 | 0.2% |
| 93.35 | 3 | 0.2% |
| Other values (1055) | 1167 |
| Value | Count | Frequency (%) |
| 0.51 | 1 | 0.1% |
| 1.94 | 1 | 0.1% |
| 1.95 | 6 | |
| 2.38 | 1 | 0.1% |
| 3.5 | 1 | 0.1% |
| 4.64 | 1 | 0.1% |
| 4.72 | 1 | 0.1% |
| 5.02 | 1 | 0.1% |
| 5.5 | 1 | 0.1% |
| 5.95 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 510.26 | 1 | |
| 450.95 | 1 | |
| 441.85 | 1 | |
| 390.61 | 1 | |
| 386.1 | 1 | |
| 378 | 1 | |
| 376.5 | 1 | |
| 354.49 | 1 | |
| 350 | 1 | |
| 343.08 | 1 |
| Distinct | 1065 |
|---|---|
| Distinct (%) | 88.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 80.44333333 |
| Minimum | 0.51 |
|---|---|
| Maximum | 510.26 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 9.6 KiB |
Quantile statistics
| Minimum | 0.51 |
|---|---|
| 5-th percentile | 20.7 |
| Q1 | 36.82 |
| median | 49.86 |
| Q3 | 89.8 |
| 95-th percentile | 240.232 |
| Maximum | 510.26 |
| Range | 509.75 |
| Interquartile range (IQR) | 52.98 |
Descriptive statistics
| Standard deviation | 74.21130924 |
|---|---|
| Coefficient of variation (CV) | 0.9225290172 |
| Kurtosis | 3.396172698 |
| Mean | 80.44333333 |
| Median Absolute Deviation (MAD) | 16.74 |
| Skewness | 1.876916279 |
| Sum | 97255.99 |
| Variance | 5507.318419 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 40 | 6 | 0.5% |
| 1.95 | 6 | 0.5% |
| 37 | 5 | 0.4% |
| 30 | 4 | 0.3% |
| 39.07 | 4 | 0.3% |
| 45 | 4 | 0.3% |
| 51 | 4 | 0.3% |
| 55 | 3 | 0.2% |
| 150 | 3 | 0.2% |
| 42.07 | 3 | 0.2% |
| Other values (1055) | 1167 |
| Value | Count | Frequency (%) |
| 0.51 | 1 | 0.1% |
| 1.94 | 1 | 0.1% |
| 1.95 | 6 | |
| 2.38 | 1 | 0.1% |
| 3.5 | 1 | 0.1% |
| 4.64 | 1 | 0.1% |
| 4.72 | 1 | 0.1% |
| 5.02 | 1 | 0.1% |
| 5.5 | 1 | 0.1% |
| 5.51 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 510.26 | 1 | |
| 450.95 | 1 | |
| 441.85 | 1 | |
| 390.61 | 1 | |
| 386.1 | 1 | |
| 378 | 1 | |
| 376.5 | 1 | |
| 354.49 | 1 | |
| 350 | 1 | |
| 343.08 | 1 |
| Distinct | 1065 |
|---|---|
| Distinct (%) | 88.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 79.58015715 |
| Minimum | 0.51 |
|---|---|
| Maximum | 510.26 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 9.6 KiB |
Quantile statistics
| Minimum | 0.51 |
|---|---|
| 5-th percentile | 20.7 |
| Q1 | 36.53 |
| median | 49.89 |
| Q3 | 88.61 |
| 95-th percentile | 238.044 |
| Maximum | 510.26 |
| Range | 509.75 |
| Interquartile range (IQR) | 52.08 |
Descriptive statistics
| Standard deviation | 73.38094199 |
|---|---|
| Coefficient of variation (CV) | 0.9221009937 |
| Kurtosis | 3.665363304 |
| Mean | 79.58015715 |
| Median Absolute Deviation (MAD) | 16.71 |
| Skewness | 1.925258256 |
| Sum | 96212.41 |
| Variance | 5384.762648 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 40 | 6 | 0.5% |
| 1.95 | 6 | 0.5% |
| 37 | 5 | 0.4% |
| 30 | 4 | 0.3% |
| 45 | 4 | 0.3% |
| 39.07 | 4 | 0.3% |
| 35 | 4 | 0.3% |
| 45.1 | 3 | 0.2% |
| 50.29 | 3 | 0.2% |
| 55 | 3 | 0.2% |
| Other values (1055) | 1167 |
| Value | Count | Frequency (%) |
| 0.51 | 1 | 0.1% |
| 1.94 | 1 | 0.1% |
| 1.95 | 6 | |
| 2.38 | 1 | 0.1% |
| 3.5 | 1 | 0.1% |
| 4.64 | 1 | 0.1% |
| 4.72 | 1 | 0.1% |
| 5.02 | 1 | 0.1% |
| 5.5 | 1 | 0.1% |
| 5.51 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 510.26 | 1 | |
| 450.95 | 1 | |
| 441.85 | 1 | |
| 390.61 | 1 | |
| 386.1 | 1 | |
| 378 | 1 | |
| 376.5 | 1 | |
| 354.49 | 1 | |
| 350 | 1 | |
| 343.08 | 1 |
| Distinct | 310 |
|---|---|
| Distinct (%) | 86.6% |
| Missing | 851 |
| Missing (%) | 70.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.25851955 |
| Minimum | 7.8 |
|---|---|
| Maximum | 27.94 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 9.6 KiB |
Quantile statistics
| Minimum | 7.8 |
|---|---|
| 5-th percentile | 10.2175 |
| Q1 | 12.8025 |
| median | 14.165 |
| Q3 | 17.09 |
| 95-th percentile | 24.3905 |
| Maximum | 27.94 |
| Range | 20.14 |
| Interquartile range (IQR) | 4.2875 |
Descriptive statistics
| Standard deviation | 3.993439128 |
|---|---|
| Coefficient of variation (CV) | 0.2617186493 |
| Kurtosis | 0.8339706174 |
| Mean | 15.25851955 |
| Median Absolute Deviation (MAD) | 1.79 |
| Skewness | 1.079255339 |
| Sum | 5462.55 |
| Variance | 15.94755607 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 14.55 | 3 | 0.2% |
| 13.52 | 3 | 0.2% |
| 13.99 | 2 | 0.2% |
| 9.13 | 2 | 0.2% |
| 10.75 | 2 | 0.2% |
| 11.8 | 2 | 0.2% |
| 14.59 | 2 | 0.2% |
| 13.19 | 2 | 0.2% |
| 17 | 2 | 0.2% |
| 15.07 | 2 | 0.2% |
| Other values (300) | 336 | 27.8% |
| (Missing) | 851 |
| Value | Count | Frequency (%) |
| 7.8 | 1 | |
| 8.38 | 1 | |
| 8.44 | 1 | |
| 8.84 | 1 | |
| 8.93 | 1 | |
| 8.95 | 1 | |
| 9.04 | 1 | |
| 9.09 | 1 | |
| 9.13 | 2 | |
| 9.23 | 1 |
| Value | Count | Frequency (%) |
| 27.94 | 1 | |
| 27.12 | 1 | |
| 27.04 | 1 | |
| 26.65 | 1 | |
| 26.38 | 1 | |
| 26.26 | 1 | |
| 25.83 | 1 | |
| 25.77 | 1 | |
| 25.73 | 1 | |
| 25.64 | 1 |
| Distinct | 1014 |
|---|---|
| Distinct (%) | 83.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 31.38356493 |
| Minimum | 4.17 |
|---|---|
| Maximum | 224.38 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 9.6 KiB |
Quantile statistics
| Minimum | 4.17 |
|---|---|
| 5-th percentile | 6.198 |
| Q1 | 11.71 |
| median | 16.24 |
| Q3 | 34.87 |
| 95-th percentile | 97.8 |
| Maximum | 224.38 |
| Range | 220.21 |
| Interquartile range (IQR) | 23.16 |
Descriptive statistics
| Standard deviation | 33.1182748 |
|---|---|
| Coefficient of variation (CV) | 1.055274469 |
| Kurtosis | 3.741255987 |
| Mean | 31.38356493 |
| Median Absolute Deviation (MAD) | 6.75 |
| Skewness | 1.916117177 |
| Sum | 37942.73 |
| Variance | 1096.820126 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 16.02 | 3 | 0.2% |
| 14.88 | 3 | 0.2% |
| 13.18 | 3 | 0.2% |
| 16.1 | 3 | 0.2% |
| 13.34 | 3 | 0.2% |
| 13.52 | 3 | 0.2% |
| 10.82 | 3 | 0.2% |
| 18.56 | 3 | 0.2% |
| 14.76 | 3 | 0.2% |
| 17.73 | 3 | 0.2% |
| Other values (1004) | 1179 |
| Value | Count | Frequency (%) |
| 4.17 | 1 | |
| 4.23 | 1 | |
| 4.6 | 2 | |
| 4.9 | 1 | |
| 4.94 | 1 | |
| 5.02 | 1 | |
| 5.07 | 1 | |
| 5.08 | 1 | |
| 5.12 | 1 | |
| 5.17 | 2 |
| Value | Count | Frequency (%) |
| 224.38 | 1 | |
| 213.6 | 1 | |
| 193.11 | 1 | |
| 182.96 | 1 | |
| 181.54 | 1 | |
| 172.12 | 1 | |
| 169.39 | 1 | |
| 162.17 | 1 | |
| 161.98 | 1 | |
| 154.76 | 1 |
| Distinct | 1013 |
|---|---|
| Distinct (%) | 83.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 31.09038875 |
| Minimum | 4.17 |
|---|---|
| Maximum | 224.38 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 9.6 KiB |
Quantile statistics
| Minimum | 4.17 |
|---|---|
| 5-th percentile | 6.198 |
| Q1 | 11.71 |
| median | 16.24 |
| Q3 | 34.13 |
| 95-th percentile | 97.8 |
| Maximum | 224.38 |
| Range | 220.21 |
| Interquartile range (IQR) | 22.42 |
Descriptive statistics
| Standard deviation | 32.91052519 |
|---|---|
| Coefficient of variation (CV) | 1.05854338 |
| Kurtosis | 3.949516276 |
| Mean | 31.09038875 |
| Median Absolute Deviation (MAD) | 6.75 |
| Skewness | 1.958777839 |
| Sum | 37588.28 |
| Variance | 1083.102668 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 16.53 | 3 | 0.2% |
| 14.76 | 3 | 0.2% |
| 8.14 | 3 | 0.2% |
| 18.56 | 3 | 0.2% |
| 13.34 | 3 | 0.2% |
| 16.24 | 3 | 0.2% |
| 14.33 | 3 | 0.2% |
| 13.3 | 3 | 0.2% |
| 16.02 | 3 | 0.2% |
| 11.61 | 3 | 0.2% |
| Other values (1003) | 1179 |
| Value | Count | Frequency (%) |
| 4.17 | 1 | |
| 4.23 | 1 | |
| 4.6 | 2 | |
| 4.9 | 1 | |
| 4.94 | 1 | |
| 5.02 | 1 | |
| 5.07 | 1 | |
| 5.08 | 1 | |
| 5.12 | 1 | |
| 5.17 | 2 |
| Value | Count | Frequency (%) |
| 224.38 | 1 | |
| 213.6 | 1 | |
| 193.11 | 1 | |
| 182.96 | 1 | |
| 181.54 | 1 | |
| 172.12 | 1 | |
| 169.39 | 1 | |
| 162.17 | 1 | |
| 161.98 | 1 | |
| 154.76 | 1 |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.
First rows
| datetime | Consumption | Solar Generation | Wind Generation | Hydropower Generation | Pump Hydro Generation | Combined Cycle Generation | Nuclear Generation | Total emissions (tCO2eq) | tCO2/MWh | Electricity Price | Electricity Price 24h | Electricity Price 7d | Gas Price | Gas Price 24h | Gas Price 7d | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2019-01-08 | 805391.7 | 16757.9 | 171527.7 | 55914.4 | 8632.8 | 120908.1 | 170577.3 | 221495.491 | 0.272 | 59.59 | 59.59 | 66.88 | 25.46 | 25.26 | 24.45 |
| 1 | 2019-01-09 | 804813.2 | 16267.5 | 240796.6 | 41528.8 | 2160.8 | 83088.1 | 170472.3 | 211748.418 | 0.250 | 54.09 | 59.59 | 61.74 | 26.26 | 25.46 | 24.87 |
| 2 | 2019-01-10 | 812677.0 | 17381.3 | 254571.2 | 49847.8 | 6312.5 | 100567.0 | 170458.8 | 198839.785 | 0.229 | 58.60 | 54.09 | 62.01 | 25.01 | 26.26 | 24.67 |
| 3 | 2019-01-11 | 824726.7 | 17521.0 | 208192.7 | 56627.6 | 5181.5 | 132320.7 | 170326.7 | 202390.528 | 0.236 | 60.84 | 58.60 | 67.20 | 25.83 | 25.01 | 26.07 |
| 4 | 2019-01-12 | 732330.3 | 16823.8 | 178126.0 | 32378.8 | 171.0 | 85428.6 | 170420.6 | 170297.863 | 0.230 | 67.18 | 60.84 | 71.68 | 24.84 | 25.83 | 25.21 |
| 5 | 2019-01-13 | 685968.7 | 16659.0 | 179078.2 | 36493.3 | 3610.4 | 72341.1 | 170055.1 | 164868.113 | 0.230 | 57.48 | 67.18 | 63.75 | 24.65 | 24.84 | 24.86 |
| 6 | 2019-01-14 | 797089.6 | 16963.2 | 176051.2 | 46252.1 | 1417.7 | 140301.3 | 170352.4 | 229900.038 | 0.275 | 60.00 | 57.48 | 59.59 | 25.73 | 24.65 | 25.26 |
| 7 | 2019-01-15 | 804682.5 | 15296.6 | 56366.1 | 71796.7 | 4996.3 | 194768.8 | 170324.9 | 265329.503 | 0.330 | 60.00 | 60.00 | 59.59 | 27.12 | 25.73 | 25.46 |
| 8 | 2019-01-16 | 807008.8 | 13647.2 | 55128.0 | 76225.3 | 3168.8 | 192815.7 | 170387.7 | 269859.051 | 0.332 | 70.16 | 60.00 | 54.09 | 27.94 | 27.12 | 26.26 |
| 9 | 2019-01-17 | 811027.4 | 9787.5 | 94843.7 | 62607.0 | 4504.7 | 161302.4 | 170529.2 | 258317.361 | 0.329 | 67.36 | 70.16 | 58.60 | 26.38 | 27.94 | 25.01 |
Last rows
| datetime | Consumption | Solar Generation | Wind Generation | Hydropower Generation | Pump Hydro Generation | Combined Cycle Generation | Nuclear Generation | Total emissions (tCO2eq) | tCO2/MWh | Electricity Price | Electricity Price 24h | Electricity Price 7d | Gas Price | Gas Price 24h | Gas Price 7d | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1199 | 2022-04-21 | 654314.3 | 95522.0 | 238029.7 | 51202.4 | 6587.8 | 54681.5 | 165912.3 | 76981.914 | 0.102 | 154.50 | 125.01 | 232.45 | NaN | 74.10 | 88.14 |
| 1200 | 2022-04-22 | 656665.6 | 38110.6 | 192322.4 | 52241.9 | 7950.5 | 81128.7 | 160081.7 | 91964.568 | 0.137 | 216.06 | 154.50 | 214.90 | NaN | 82.85 | 80.52 |
| 1201 | 2022-04-23 | 585714.3 | 74847.9 | 358213.8 | 32675.7 | 9753.9 | 32779.7 | 145673.3 | 62311.284 | 0.082 | 180.21 | 216.06 | 222.43 | NaN | 83.76 | 77.31 |
| 1202 | 2022-04-24 | 531093.4 | 100440.9 | 189947.7 | 37424.7 | 8863.5 | 81333.8 | 134852.1 | 79587.481 | 0.117 | 144.00 | 180.21 | 160.22 | NaN | 77.85 | 73.85 |
| 1203 | 2022-04-25 | 618297.0 | 108105.9 | 38786.7 | 49228.5 | 2676.0 | 159859.6 | 119952.6 | 124532.691 | 0.189 | 267.43 | 144.00 | 95.90 | NaN | 81.26 | 67.07 |
| 1204 | 2022-04-26 | 641312.9 | 81619.0 | 63729.6 | 53010.1 | 1625.4 | 202367.1 | 120648.2 | 144634.362 | 0.207 | 237.76 | 267.43 | 120.00 | NaN | 85.51 | 68.69 |
| 1205 | 2022-04-27 | 652403.0 | 68119.2 | 44722.5 | 60676.0 | NaN | 209518.8 | 120739.8 | 149748.150 | 0.219 | 211.96 | 237.76 | 125.01 | NaN | 84.77 | 74.10 |
| 1206 | 2022-04-28 | 649448.2 | 70969.9 | 88910.2 | 73743.9 | NaN | 133254.5 | 120696.0 | 127193.273 | 0.190 | 219.39 | 211.96 | 154.50 | NaN | 83.14 | 82.85 |
| 1207 | 2022-04-29 | 635568.0 | 105498.0 | 86633.0 | 80855.8 | NaN | 127220.2 | 123233.9 | 124025.667 | 0.173 | 206.05 | 219.39 | 216.06 | NaN | 88.58 | 83.76 |
| 1208 | 2022-04-30 | 554742.8 | 100820.6 | 115253.3 | 66424.9 | NaN | 83544.2 | 136806.4 | 84387.180 | 0.124 | 204.78 | 206.05 | 180.21 | NaN | 81.32 | 77.85 |